Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:31:37.328021 |
|---|---|
| Analysis finished | 2020-08-25 00:31:58.468505 |
| Duration | 21.14 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz5 is highly correlated with oz3 | High correlation |
oz3 is highly correlated with oz5 | High correlation |
oz1 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.096632331609726e-09 |
|---|---|
| Minimum | -2.500635862350464 |
| Maximum | 2.5474050045013428 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.500635862 |
|---|---|
| 5-th percentile | -1.620128697 |
| Q1 | -0.7585654706 |
| median | -0.03730001114 |
| Q3 | 0.7662046701 |
| 95-th percentile | 1.643360603 |
| Maximum | 2.547405005 |
| Range | 5.048040867 |
| Interquartile range (IQR) | 1.524770141 |
Descriptive statistics
| Standard deviation | 0.9999999999 |
|---|---|
| Coefficient of variation (CV) | 911882652.9 |
| Kurtosis | -0.7330003966 |
| Mean | 1.096632332e-09 |
| Median Absolute Deviation (MAD) | 0.7608862426 |
| Skewness | 0.02003471161 |
| Sum | 1.096632332e-06 |
| Variance | 0.9999999997 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.6855445504 | 1 | 0.1% | |
| -0.2776706815 | 1 | 0.1% | |
| 0.9030159712 | 1 | 0.1% | |
| -0.4378350675 | 1 | 0.1% | |
| 0.1329797804 | 1 | 0.1% | |
| -0.0708842352 | 1 | 0.1% | |
| -0.6803544164 | 1 | 0.1% | |
| 0.01664178446 | 1 | 0.1% | |
| 1.635388255 | 1 | 0.1% | |
| -1.204455495 | 1 | 0.1% | |
| 0.5319119096 | 1 | 0.1% | |
| -0.3040418029 | 1 | 0.1% | |
| 0.7930975556 | 1 | 0.1% | |
| -0.3274761736 | 1 | 0.1% | |
| 1.32552743 | 1 | 0.1% | |
| 1.376303554 | 1 | 0.1% | |
| 1.399689913 | 1 | 0.1% | |
| -0.8098990917 | 1 | 0.1% | |
| -0.8150999546 | 1 | 0.1% | |
| -0.3032823801 | 1 | 0.1% | |
| -0.07918203622 | 1 | 0.1% | |
| -0.3870399594 | 1 | 0.1% | |
| 0.6998593807 | 1 | 0.1% | |
| -1.782528639 | 1 | 0.1% | |
| 0.9068878293 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.500635862 | 1 | 0.1% | |
| -2.218899012 | 1 | 0.1% | |
| -2.207534313 | 1 | 0.1% | |
| -2.148220062 | 1 | 0.1% | |
| -2.13957715 | 1 | 0.1% | |
| -2.135406017 | 1 | 0.1% | |
| -2.100898743 | 1 | 0.1% | |
| -2.075798988 | 1 | 0.1% | |
| -2.05300951 | 1 | 0.1% | |
| -2.028812647 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.547405005 | 1 | 0.1% | |
| 2.190206528 | 1 | 0.1% | |
| 2.126497269 | 1 | 0.1% | |
| 2.107449532 | 1 | 0.1% | |
| 2.104505777 | 1 | 0.1% | |
| 2.072990179 | 1 | 0.1% | |
| 2.060762405 | 1 | 0.1% | |
| 2.056616068 | 1 | 0.1% | |
| 2.055263519 | 1 | 0.1% | |
| 2.039633274 | 1 | 0.1% |
oz2
Real number (ℝ)
| Distinct count | 999 |
|---|---|
| Unique (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.975598469376564e-10 |
|---|---|
| Minimum | -1.733625054359436 |
| Maximum | 1.7340246438980105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.733625054 |
|---|---|
| 5-th percentile | -1.550500757 |
| Q1 | -0.8690677732 |
| median | 0.02359887213 |
| Q3 | 0.875529632 |
| 95-th percentile | 1.57762332 |
| Maximum | 1.734024644 |
| Range | 3.467649698 |
| Interquartile range (IQR) | 1.744597405 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | 1673472550 |
| Kurtosis | -1.161209912 |
| Mean | 5.975598469e-10 |
| Median Absolute Deviation (MAD) | 0.8745984137 |
| Skewness | 0.01878079951 |
| Sum | 5.975598469e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.268916607 | 2 | 0.2% | |
| 1.667966843 | 1 | 0.1% | |
| 1.516873121 | 1 | 0.1% | |
| -0.7389270663 | 1 | 0.1% | |
| 1.575407267 | 1 | 0.1% | |
| -1.251288891 | 1 | 0.1% | |
| 1.454409122 | 1 | 0.1% | |
| -0.9303284287 | 1 | 0.1% | |
| -0.00449106982 | 1 | 0.1% | |
| 1.427055836 | 1 | 0.1% | |
| 1.630177498 | 1 | 0.1% | |
| -1.466110229 | 1 | 0.1% | |
| -0.6275846958 | 1 | 0.1% | |
| 0.2692170143 | 1 | 0.1% | |
| -1.536409616 | 1 | 0.1% | |
| -1.035470843 | 1 | 0.1% | |
| 1.684893966 | 1 | 0.1% | |
| -0.2512882352 | 1 | 0.1% | |
| 1.629482388 | 1 | 0.1% | |
| 1.169776917 | 1 | 0.1% | |
| 1.405451059 | 1 | 0.1% | |
| -0.7662396431 | 1 | 0.1% | |
| 0.9700906277 | 1 | 0.1% | |
| 1.15356791 | 1 | 0.1% | |
| 0.5689684153 | 1 | 0.1% | |
| Other values (974) | 974 | 97.4% |
| Value | Count | Frequency (%) | |
| -1.733625054 | 1 | 0.1% | |
| -1.731898665 | 1 | 0.1% | |
| -1.725423694 | 1 | 0.1% | |
| -1.724894166 | 1 | 0.1% | |
| -1.723298073 | 1 | 0.1% | |
| -1.721791744 | 1 | 0.1% | |
| -1.717900276 | 1 | 0.1% | |
| -1.717339635 | 1 | 0.1% | |
| -1.71627295 | 1 | 0.1% | |
| -1.711213827 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.734024644 | 1 | 0.1% | |
| 1.733392835 | 1 | 0.1% | |
| 1.732005835 | 1 | 0.1% | |
| 1.729739547 | 1 | 0.1% | |
| 1.729636908 | 1 | 0.1% | |
| 1.726892829 | 1 | 0.1% | |
| 1.72363925 | 1 | 0.1% | |
| 1.720996857 | 1 | 0.1% | |
| 1.718221545 | 1 | 0.1% | |
| 1.715518117 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.407514524577664e-10 |
|---|---|
| Minimum | -2.0301146507263184 |
| Maximum | 3.437894344329834 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.030114651 |
|---|---|
| 5-th percentile | -1.295166916 |
| Q1 | -0.7581044137 |
| median | -0.2042397931 |
| Q3 | 0.6235760152 |
| 95-th percentile | 1.942621613 |
| Maximum | 3.437894344 |
| Range | 5.468008995 |
| Interquartile range (IQR) | 1.381680429 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -1189412160 |
| Kurtosis | 0.1491315611 |
| Mean | -8.407514525e-10 |
| Median Absolute Deviation (MAD) | 0.6410218701 |
| Skewness | 0.7724743122 |
| Sum | -8.407514525e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.6073867679 | 1 | 0.1% | |
| -0.2086549103 | 1 | 0.1% | |
| -1.388059616 | 1 | 0.1% | |
| -0.6725438237 | 1 | 0.1% | |
| -1.067742944 | 1 | 0.1% | |
| -1.07945323 | 1 | 0.1% | |
| 1.232028842 | 1 | 0.1% | |
| 1.270841599 | 1 | 0.1% | |
| -0.1271166056 | 1 | 0.1% | |
| 0.07649762183 | 1 | 0.1% | |
| 0.6608064175 | 1 | 0.1% | |
| 1.397840858 | 1 | 0.1% | |
| -0.002756715519 | 1 | 0.1% | |
| 0.415358752 | 1 | 0.1% | |
| -0.7682163119 | 1 | 0.1% | |
| 0.3323485851 | 1 | 0.1% | |
| 1.498782873 | 1 | 0.1% | |
| -0.473056227 | 1 | 0.1% | |
| -0.901711762 | 1 | 0.1% | |
| -0.9303181171 | 1 | 0.1% | |
| -1.06375742 | 1 | 0.1% | |
| -1.490890026 | 1 | 0.1% | |
| -0.5728875995 | 1 | 0.1% | |
| -0.3499201834 | 1 | 0.1% | |
| -0.06282120943 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.030114651 | 1 | 0.1% | |
| -1.843178153 | 1 | 0.1% | |
| -1.834923863 | 1 | 0.1% | |
| -1.809601545 | 1 | 0.1% | |
| -1.742838979 | 1 | 0.1% | |
| -1.674797535 | 1 | 0.1% | |
| -1.644180536 | 1 | 0.1% | |
| -1.611291409 | 1 | 0.1% | |
| -1.583728313 | 1 | 0.1% | |
| -1.582332253 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.437894344 | 1 | 0.1% | |
| 3.178440332 | 1 | 0.1% | |
| 3.122260809 | 1 | 0.1% | |
| 3.098618984 | 1 | 0.1% | |
| 3.067266226 | 1 | 0.1% | |
| 3.038379908 | 1 | 0.1% | |
| 2.945499897 | 1 | 0.1% | |
| 2.931234837 | 1 | 0.1% | |
| 2.923514366 | 1 | 0.1% | |
| 2.92163372 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.977934390306473e-10 |
|---|---|
| Minimum | -1.7857121229171753 |
| Maximum | 1.6677552461624146 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.785712123 |
|---|---|
| 5-th percentile | -1.577593577 |
| Q1 | -0.8501406759 |
| median | -0.00562096457 |
| Q3 | 0.8595988899 |
| 95-th percentile | 1.536319309 |
| Maximum | 1.667755246 |
| Range | 3.453467369 |
| Interquartile range (IQR) | 1.709739566 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -1433088855 |
| Kurtosis | -1.190053311 |
| Mean | -6.97793439e-10 |
| Median Absolute Deviation (MAD) | 0.8581504307 |
| Skewness | -0.04155257123 |
| Sum | -6.97793439e-07 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.5262191296 | 1 | 0.1% | |
| -0.6782041788 | 1 | 0.1% | |
| -0.7174736261 | 1 | 0.1% | |
| -1.419696331 | 1 | 0.1% | |
| -1.404417038 | 1 | 0.1% | |
| -1.295545459 | 1 | 0.1% | |
| -1.415391684 | 1 | 0.1% | |
| 1.247418642 | 1 | 0.1% | |
| 1.548194647 | 1 | 0.1% | |
| -1.555999875 | 1 | 0.1% | |
| 0.6295620203 | 1 | 0.1% | |
| 1.645840168 | 1 | 0.1% | |
| 1.291892648 | 1 | 0.1% | |
| 1.294698596 | 1 | 0.1% | |
| 1.532548666 | 1 | 0.1% | |
| 1.262435675 | 1 | 0.1% | |
| -0.9185848236 | 1 | 0.1% | |
| 1.034131646 | 1 | 0.1% | |
| -0.9147063494 | 1 | 0.1% | |
| -1.192688346 | 1 | 0.1% | |
| -0.0603848584 | 1 | 0.1% | |
| 1.30205524 | 1 | 0.1% | |
| -1.493458152 | 1 | 0.1% | |
| -0.3440669179 | 1 | 0.1% | |
| 0.2301378548 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.785712123 | 1 | 0.1% | |
| -1.783923388 | 1 | 0.1% | |
| -1.77827847 | 1 | 0.1% | |
| -1.775975108 | 1 | 0.1% | |
| -1.77385366 | 1 | 0.1% | |
| -1.750377655 | 1 | 0.1% | |
| -1.746107459 | 1 | 0.1% | |
| -1.745186925 | 1 | 0.1% | |
| -1.740671515 | 1 | 0.1% | |
| -1.72860384 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.667755246 | 1 | 0.1% | |
| 1.663060546 | 1 | 0.1% | |
| 1.661974788 | 1 | 0.1% | |
| 1.661142111 | 1 | 0.1% | |
| 1.657666922 | 1 | 0.1% | |
| 1.656834841 | 1 | 0.1% | |
| 1.652748704 | 1 | 0.1% | |
| 1.649408817 | 1 | 0.1% | |
| 1.645840168 | 1 | 0.1% | |
| 1.644929886 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.7577840480953455e-09 |
|---|---|
| Minimum | -1.6995395421981812 |
| Maximum | 4.336246967315674 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.699539542 |
|---|---|
| 5-th percentile | -1.043223542 |
| Q1 | -0.7137553245 |
| median | -0.3258197904 |
| Q3 | 0.442876406 |
| 95-th percentile | 2.182011878 |
| Maximum | 4.336246967 |
| Range | 6.03578651 |
| Interquartile range (IQR) | 1.15663173 |
Descriptive statistics
| Standard deviation | 0.9999999965 |
|---|---|
| Coefficient of variation (CV) | -568898095.1 |
| Kurtosis | 1.925856816 |
| Mean | -1.757784048e-09 |
| Median Absolute Deviation (MAD) | 0.4802921712 |
| Skewness | 1.416881315 |
| Sum | -1.757784048e-06 |
| Variance | 0.9999999929 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.9824236631 | 1 | 0.1% | |
| -0.0303141661 | 1 | 0.1% | |
| -1.042282104 | 1 | 0.1% | |
| -1.016960144 | 1 | 0.1% | |
| -0.8151192665 | 1 | 0.1% | |
| -1.173202395 | 1 | 0.1% | |
| -0.7682391405 | 1 | 0.1% | |
| 0.00742092682 | 1 | 0.1% | |
| 2.596384525 | 1 | 0.1% | |
| -0.2340511531 | 1 | 0.1% | |
| -0.2932969332 | 1 | 0.1% | |
| 1.048124194 | 1 | 0.1% | |
| -0.3421235085 | 1 | 0.1% | |
| -1.013021827 | 1 | 0.1% | |
| 3.143227577 | 1 | 0.1% | |
| -0.8072859645 | 1 | 0.1% | |
| -0.5514002442 | 1 | 0.1% | |
| -0.5904878974 | 1 | 0.1% | |
| 0.1422505677 | 1 | 0.1% | |
| -1.052063346 | 1 | 0.1% | |
| -1.544251204 | 1 | 0.1% | |
| -0.5904836655 | 1 | 0.1% | |
| -0.3421145082 | 1 | 0.1% | |
| -0.5123528242 | 1 | 0.1% | |
| 0.7525857091 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.699539542 | 1 | 0.1% | |
| -1.544251204 | 1 | 0.1% | |
| -1.439031124 | 1 | 0.1% | |
| -1.416775942 | 1 | 0.1% | |
| -1.304045081 | 1 | 0.1% | |
| -1.291952968 | 1 | 0.1% | |
| -1.291517854 | 1 | 0.1% | |
| -1.255629659 | 1 | 0.1% | |
| -1.233737111 | 1 | 0.1% | |
| -1.22713387 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4.336246967 | 1 | 0.1% | |
| 4.068127155 | 1 | 0.1% | |
| 4.052353859 | 1 | 0.1% | |
| 4.008252144 | 1 | 0.1% | |
| 3.968966007 | 1 | 0.1% | |
| 3.828339815 | 1 | 0.1% | |
| 3.398732662 | 1 | 0.1% | |
| 3.382598877 | 1 | 0.1% | |
| 3.195742369 | 1 | 0.1% | |
| 3.143227577 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.2212549327372812e-09 |
|---|---|
| Minimum | -1.751087307929993 |
| Maximum | 1.7382028102874756 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.751087308 |
|---|---|
| 5-th percentile | -1.552269131 |
| Q1 | -0.8957294077 |
| median | 0.008427586872 |
| Q3 | 0.8316136748 |
| 95-th percentile | 1.57166937 |
| Maximum | 1.73820281 |
| Range | 3.489290118 |
| Interquartile range (IQR) | 1.727343082 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | -818829855.8 |
| Kurtosis | -1.18171992 |
| Mean | -1.221254933e-09 |
| Median Absolute Deviation (MAD) | 0.8526430461 |
| Skewness | -0.009465278572 |
| Sum | -1.221254933e-06 |
| Variance | 1.000000001 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.4519637823 | 1 | 0.1% | |
| 1.086195707 | 1 | 0.1% | |
| -0.4273034632 | 1 | 0.1% | |
| 0.1974349022 | 1 | 0.1% | |
| 1.153692484 | 1 | 0.1% | |
| -1.13834846 | 1 | 0.1% | |
| 0.7505152822 | 1 | 0.1% | |
| -1.412723303 | 1 | 0.1% | |
| 1.026013255 | 1 | 0.1% | |
| -1.095076442 | 1 | 0.1% | |
| -1.716168523 | 1 | 0.1% | |
| -0.3050180674 | 1 | 0.1% | |
| -1.346972823 | 1 | 0.1% | |
| -0.2004200816 | 1 | 0.1% | |
| 0.3971314728 | 1 | 0.1% | |
| -1.494785547 | 1 | 0.1% | |
| 0.5709332228 | 1 | 0.1% | |
| -0.6303210855 | 1 | 0.1% | |
| 0.4095034897 | 1 | 0.1% | |
| 0.1427395642 | 1 | 0.1% | |
| -0.7178313732 | 1 | 0.1% | |
| -0.4030589461 | 1 | 0.1% | |
| -0.1490855813 | 1 | 0.1% | |
| -0.0414217636 | 1 | 0.1% | |
| -0.893214047 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.751087308 | 1 | 0.1% | |
| -1.74978435 | 1 | 0.1% | |
| -1.746402979 | 1 | 0.1% | |
| -1.743782043 | 1 | 0.1% | |
| -1.729933023 | 1 | 0.1% | |
| -1.724154949 | 1 | 0.1% | |
| -1.720018744 | 1 | 0.1% | |
| -1.718389392 | 1 | 0.1% | |
| -1.71766603 | 1 | 0.1% | |
| -1.716168523 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.73820281 | 1 | 0.1% | |
| 1.732696891 | 1 | 0.1% | |
| 1.732187986 | 1 | 0.1% | |
| 1.729028106 | 1 | 0.1% | |
| 1.726831555 | 1 | 0.1% | |
| 1.726678252 | 1 | 0.1% | |
| 1.724362254 | 1 | 0.1% | |
| 1.722169399 | 1 | 0.1% | |
| 1.722033978 | 1 | 0.1% | |
| 1.71764195 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -7.519265636801719e-10 |
|---|---|
| Minimum | -1.7512495517730713 |
| Maximum | 1.6997910737991333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.751249552 |
|---|---|
| 5-th percentile | -1.561610013 |
| Q1 | -0.9080786109 |
| median | -0.00643440173 |
| Q3 | 0.862203896 |
| 95-th percentile | 1.545328164 |
| Maximum | 1.699791074 |
| Range | 3.451040626 |
| Interquartile range (IQR) | 1.770282507 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -1329917108 |
| Kurtosis | -1.211351847 |
| Mean | -7.519265637e-10 |
| Median Absolute Deviation (MAD) | 0.8991408141 |
| Skewness | -0.005955620208 |
| Sum | -7.519265637e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.9363844395 | 1 | 0.1% | |
| 1.46617496 | 1 | 0.1% | |
| 1.497474551 | 1 | 0.1% | |
| -1.248118639 | 1 | 0.1% | |
| -1.311741471 | 1 | 0.1% | |
| 1.177155852 | 1 | 0.1% | |
| -0.4349133074 | 1 | 0.1% | |
| 0.1735108346 | 1 | 0.1% | |
| -0.8659165502 | 1 | 0.1% | |
| -1.325580716 | 1 | 0.1% | |
| -0.5453894734 | 1 | 0.1% | |
| 1.216184735 | 1 | 0.1% | |
| 1.145871639 | 1 | 0.1% | |
| 0.6405278444 | 1 | 0.1% | |
| 0.7877765298 | 1 | 0.1% | |
| -0.3890013993 | 1 | 0.1% | |
| 0.189831391 | 1 | 0.1% | |
| 0.3411478996 | 1 | 0.1% | |
| -1.653652549 | 1 | 0.1% | |
| -1.74349463 | 1 | 0.1% | |
| -1.317706227 | 1 | 0.1% | |
| -1.333324909 | 1 | 0.1% | |
| -0.6725167036 | 1 | 0.1% | |
| -1.08331275 | 1 | 0.1% | |
| -1.35181272 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.751249552 | 1 | 0.1% | |
| -1.744051576 | 1 | 0.1% | |
| -1.74349463 | 1 | 0.1% | |
| -1.74343276 | 1 | 0.1% | |
| -1.738250732 | 1 | 0.1% | |
| -1.738057375 | 1 | 0.1% | |
| -1.730632901 | 1 | 0.1% | |
| -1.730374932 | 1 | 0.1% | |
| -1.730020165 | 1 | 0.1% | |
| -1.729733229 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.699791074 | 1 | 0.1% | |
| 1.698367238 | 1 | 0.1% | |
| 1.697662711 | 1 | 0.1% | |
| 1.691244841 | 1 | 0.1% | |
| 1.686079264 | 1 | 0.1% | |
| 1.683963776 | 1 | 0.1% | |
| 1.678370237 | 1 | 0.1% | |
| 1.675286651 | 1 | 0.1% | |
| 1.669859529 | 1 | 0.1% | |
| 1.666755915 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.4620891306549311e-09 |
|---|---|
| Minimum | -1.7173829078674316 |
| Maximum | 1.7564132213592532 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.717382908 |
|---|---|
| 5-th percentile | -1.520044726 |
| Q1 | -0.8734428883 |
| median | -0.03988509439 |
| Q3 | 0.8703573793 |
| 95-th percentile | 1.591778094 |
| Maximum | 1.756413221 |
| Range | 3.473796129 |
| Interquartile range (IQR) | 1.743800268 |
Descriptive statistics
| Standard deviation | 0.9999999995 |
|---|---|
| Coefficient of variation (CV) | -683952830.6 |
| Kurtosis | -1.175279662 |
| Mean | -1.462089131e-09 |
| Median Absolute Deviation (MAD) | 0.8669746909 |
| Skewness | 0.0708496673 |
| Sum | -1.462089131e-06 |
| Variance | 0.9999999991 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.5937454104 | 1 | 0.1% | |
| 0.4182947874 | 1 | 0.1% | |
| -0.9063518643 | 1 | 0.1% | |
| 1.147541523 | 1 | 0.1% | |
| -1.269552946 | 1 | 0.1% | |
| -0.1229019687 | 1 | 0.1% | |
| 0.8971499205 | 1 | 0.1% | |
| -1.360701084 | 1 | 0.1% | |
| -1.154925346 | 1 | 0.1% | |
| 1.345070481 | 1 | 0.1% | |
| -0.4436892867 | 1 | 0.1% | |
| -1.045557141 | 1 | 0.1% | |
| 0.7330794334 | 1 | 0.1% | |
| 0.3753285408 | 1 | 0.1% | |
| 0.9401085973 | 1 | 0.1% | |
| 0.365558356 | 1 | 0.1% | |
| 0.570930779 | 1 | 0.1% | |
| 0.9049432278 | 1 | 0.1% | |
| -1.352846742 | 1 | 0.1% | |
| 1.507484555 | 1 | 0.1% | |
| -1.157523751 | 1 | 0.1% | |
| 1.711889148 | 1 | 0.1% | |
| -0.1054223031 | 1 | 0.1% | |
| -0.4875398874 | 1 | 0.1% | |
| 1.489546299 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.717382908 | 1 | 0.1% | |
| -1.716674924 | 1 | 0.1% | |
| -1.716057301 | 1 | 0.1% | |
| -1.711577058 | 1 | 0.1% | |
| -1.711539507 | 1 | 0.1% | |
| -1.706948757 | 1 | 0.1% | |
| -1.704260588 | 1 | 0.1% | |
| -1.701538682 | 1 | 0.1% | |
| -1.698892117 | 1 | 0.1% | |
| -1.694154263 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.756413221 | 1 | 0.1% | |
| 1.754284978 | 1 | 0.1% | |
| 1.750315666 | 1 | 0.1% | |
| 1.748103142 | 1 | 0.1% | |
| 1.747957468 | 1 | 0.1% | |
| 1.746096015 | 1 | 0.1% | |
| 1.745117307 | 1 | 0.1% | |
| 1.740399003 | 1 | 0.1% | |
| 1.738088846 | 1 | 0.1% | |
| 1.736446857 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -6.451737135648727e-10 |
|---|---|
| Minimum | -1.7099616527557373 |
| Maximum | 1.7634416818618774 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.709961653 |
|---|---|
| 5-th percentile | -1.562531668 |
| Q1 | -0.8387745172 |
| median | -0.04134033434 |
| Q3 | 0.8867355585 |
| 95-th percentile | 1.566410875 |
| Maximum | 1.763441682 |
| Range | 3.473403335 |
| Interquartile range (IQR) | 1.725510076 |
Descriptive statistics
| Standard deviation | 0.9999999987 |
|---|---|
| Coefficient of variation (CV) | -1549970152 |
| Kurtosis | -1.193187975 |
| Mean | -6.451737136e-10 |
| Median Absolute Deviation (MAD) | 0.8667571843 |
| Skewness | 0.0238112925 |
| Sum | -6.451737136e-07 |
| Variance | 0.9999999973 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.291097403 | 1 | 0.1% | |
| -0.1715557873 | 1 | 0.1% | |
| -0.346052587 | 1 | 0.1% | |
| 1.356858969 | 1 | 0.1% | |
| 1.747479439 | 1 | 0.1% | |
| 1.345132351 | 1 | 0.1% | |
| -0.6510802507 | 1 | 0.1% | |
| 0.2353572547 | 1 | 0.1% | |
| 0.1199591011 | 1 | 0.1% | |
| 0.8151403666 | 1 | 0.1% | |
| -1.120971203 | 1 | 0.1% | |
| -0.6524754167 | 1 | 0.1% | |
| 1.711415887 | 1 | 0.1% | |
| -0.9831022024 | 1 | 0.1% | |
| 1.145888686 | 1 | 0.1% | |
| -0.9725238681 | 1 | 0.1% | |
| 0.5299509168 | 1 | 0.1% | |
| 0.8803527951 | 1 | 0.1% | |
| 1.349001884 | 1 | 0.1% | |
| -0.4993591607 | 1 | 0.1% | |
| -1.379990935 | 1 | 0.1% | |
| -0.9244984388 | 1 | 0.1% | |
| 1.602899551 | 1 | 0.1% | |
| -0.7799634337 | 1 | 0.1% | |
| 0.9060847163 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.709961653 | 1 | 0.1% | |
| -1.688376546 | 1 | 0.1% | |
| -1.683357596 | 1 | 0.1% | |
| -1.683354735 | 1 | 0.1% | |
| -1.68013227 | 1 | 0.1% | |
| -1.67896688 | 1 | 0.1% | |
| -1.678641677 | 1 | 0.1% | |
| -1.674894571 | 1 | 0.1% | |
| -1.670850635 | 1 | 0.1% | |
| -1.667274475 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.763441682 | 1 | 0.1% | |
| 1.760645866 | 1 | 0.1% | |
| 1.758784652 | 1 | 0.1% | |
| 1.758507729 | 1 | 0.1% | |
| 1.749580383 | 1 | 0.1% | |
| 1.747479439 | 1 | 0.1% | |
| 1.744742155 | 1 | 0.1% | |
| 1.743761182 | 1 | 0.1% | |
| 1.736201286 | 1 | 0.1% | |
| 1.735474586 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.122274160385132e-11 |
|---|---|
| Minimum | -1.6871379613876345 |
| Maximum | 1.7293839454650881 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.687137961 |
|---|---|
| 5-th percentile | -1.53542127 |
| Q1 | -0.8784653544 |
| median | -0.004982982529 |
| Q3 | 0.892669633 |
| 95-th percentile | 1.560977441 |
| Maximum | 1.729383945 |
| Range | 3.416521907 |
| Interquartile range (IQR) | 1.771134987 |
Descriptive statistics
| Standard deviation | 1 |
|---|---|
| Coefficient of variation (CV) | 1.952257862e+10 |
| Kurtosis | -1.256889818 |
| Mean | 5.12227416e-11 |
| Median Absolute Deviation (MAD) | 0.8875654936 |
| Skewness | 0.02412496272 |
| Sum | 5.12227416e-08 |
| Variance | 1 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.974608779 | 1 | 0.1% | |
| -1.18884182 | 1 | 0.1% | |
| 0.02883026376 | 1 | 0.1% | |
| 0.002736580092 | 1 | 0.1% | |
| 0.6823309064 | 1 | 0.1% | |
| 0.4690946639 | 1 | 0.1% | |
| 1.302156925 | 1 | 0.1% | |
| 1.266997576 | 1 | 0.1% | |
| 0.6013236642 | 1 | 0.1% | |
| -0.936034143 | 1 | 0.1% | |
| -0.5123961568 | 1 | 0.1% | |
| 1.568958759 | 1 | 0.1% | |
| -1.611892223 | 1 | 0.1% | |
| 0.7428001165 | 1 | 0.1% | |
| -0.4840389788 | 1 | 0.1% | |
| 1.239620209 | 1 | 0.1% | |
| 1.09113729 | 1 | 0.1% | |
| -1.665397525 | 1 | 0.1% | |
| -1.235705256 | 1 | 0.1% | |
| -0.2076851279 | 1 | 0.1% | |
| 1.248677254 | 1 | 0.1% | |
| -1.126318812 | 1 | 0.1% | |
| -1.33195436 | 1 | 0.1% | |
| -0.697632134 | 1 | 0.1% | |
| 0.00588221522 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.687137961 | 1 | 0.1% | |
| -1.682549 | 1 | 0.1% | |
| -1.68199861 | 1 | 0.1% | |
| -1.679674029 | 1 | 0.1% | |
| -1.673870206 | 1 | 0.1% | |
| -1.667063951 | 1 | 0.1% | |
| -1.666661263 | 1 | 0.1% | |
| -1.665397525 | 1 | 0.1% | |
| -1.663120151 | 1 | 0.1% | |
| -1.658958912 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.729383945 | 1 | 0.1% | |
| 1.724431634 | 1 | 0.1% | |
| 1.722548842 | 1 | 0.1% | |
| 1.721545696 | 1 | 0.1% | |
| 1.718095541 | 1 | 0.1% | |
| 1.71641326 | 1 | 0.1% | |
| 1.714969397 | 1 | 0.1% | |
| 1.714927793 | 1 | 0.1% | |
| 1.711080909 | 1 | 0.1% | |
| 1.708792925 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.2833752416341326e-09 |
|---|---|
| Minimum | -2.5857164859771733 |
| Maximum | 3.925671815872192 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.585716486 |
|---|---|
| 5-th percentile | -1.889301348 |
| Q1 | -0.6283558011 |
| median | 0.1291956306 |
| Q3 | 0.669326216 |
| 95-th percentile | 1.379305595 |
| Maximum | 3.925671816 |
| Range | 6.511388302 |
| Interquartile range (IQR) | 1.297682017 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -779195335.6 |
| Kurtosis | 0.3015547828 |
| Mean | -1.283375242e-09 |
| Median Absolute Deviation (MAD) | 0.6352087557 |
| Skewness | -0.1652261506 |
| Sum | -1.283375242e-06 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -1.175942183 | 1 | 0.1% | |
| 0.5416788459 | 1 | 0.1% | |
| -0.6081033349 | 1 | 0.1% | |
| 0.3206521571 | 1 | 0.1% | |
| 2.15115118 | 1 | 0.1% | |
| -0.6354419589 | 1 | 0.1% | |
| -0.1842505336 | 1 | 0.1% | |
| 1.367612123 | 1 | 0.1% | |
| 0.4596251547 | 1 | 0.1% | |
| -0.5944207311 | 1 | 0.1% | |
| -0.6769803762 | 1 | 0.1% | |
| 0.9694181085 | 1 | 0.1% | |
| 0.3235756457 | 1 | 0.1% | |
| -1.082766771 | 1 | 0.1% | |
| 0.651055932 | 1 | 0.1% | |
| 0.2188786119 | 1 | 0.1% | |
| 0.355789572 | 1 | 0.1% | |
| -0.4247071147 | 1 | 0.1% | |
| 0.7018297911 | 1 | 0.1% | |
| -0.5026100278 | 1 | 0.1% | |
| 0.08433064818 | 1 | 0.1% | |
| -0.694011271 | 1 | 0.1% | |
| -1.396645665 | 1 | 0.1% | |
| 0.990884006 | 1 | 0.1% | |
| 0.5090880394 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.585716486 | 1 | 0.1% | |
| -2.531080246 | 1 | 0.1% | |
| -2.458101988 | 1 | 0.1% | |
| -2.398047924 | 1 | 0.1% | |
| -2.372945309 | 1 | 0.1% | |
| -2.324303389 | 1 | 0.1% | |
| -2.30787921 | 1 | 0.1% | |
| -2.286358356 | 1 | 0.1% | |
| -2.27434659 | 1 | 0.1% | |
| -2.251813889 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.925671816 | 1 | 0.1% | |
| 3.675466299 | 1 | 0.1% | |
| 3.557430983 | 1 | 0.1% | |
| 3.372124672 | 1 | 0.1% | |
| 3.042227745 | 1 | 0.1% | |
| 2.896565914 | 1 | 0.1% | |
| 2.452697277 | 1 | 0.1% | |
| 2.388878107 | 1 | 0.1% | |
| 2.355288029 | 1 | 0.1% | |
| 2.234760284 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.688222 | -0.049180 | -0.000855 | -0.672358 | -0.060101 | -1.101362 | 0.266830 | 0.473687 | -1.638770 | 0.607168 | -0.670287 |
| 1 | -0.048359 | -0.804375 | -0.435908 | 1.494861 | -0.438510 | 1.290300 | 0.755282 | -1.127090 | -1.223126 | 1.248528 | 1.272470 |
| 2 | 1.612805 | 1.187092 | 1.067266 | 0.269228 | 1.320661 | 1.185787 | 1.489259 | 0.022325 | -0.385915 | -0.550716 | 0.605527 |
| 3 | 0.093387 | 0.756280 | -0.273233 | -1.719814 | -0.417640 | -0.399598 | -0.686605 | -0.890769 | -1.373113 | -0.673659 | -1.648091 |
| 4 | -0.467931 | -0.826143 | -0.204402 | -0.039011 | -0.243801 | -0.722189 | -0.021126 | 0.673224 | 1.609104 | -0.867502 | 0.517880 |
| 5 | -0.620478 | -1.388932 | -0.993094 | 0.910059 | -1.188882 | -0.704904 | 0.834794 | -0.208343 | -1.285891 | 1.063131 | 0.293131 |
| 6 | 1.676914 | 1.403867 | 1.895166 | 0.807319 | 2.553450 | -1.185464 | 0.351976 | -0.273292 | 0.395951 | 0.420172 | 2.173286 |
| 7 | 0.831677 | 0.411941 | 0.220168 | -1.311077 | 0.285163 | -0.645828 | -0.138015 | -1.168768 | -1.011028 | 0.343331 | -1.752741 |
| 8 | -0.490589 | 0.352984 | 0.145466 | -0.063797 | -0.424981 | -0.547393 | -0.580457 | -0.909662 | -1.643482 | 0.023876 | 0.273076 |
| 9 | -1.086659 | -1.610372 | -0.915049 | -1.720984 | -0.759307 | -1.678211 | -0.263313 | 0.649684 | -1.305266 | 0.353345 | -0.647929 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0.496242 | 1.317980 | 2.295741 | 1.452399 | 1.682932 | -1.447959 | -0.724001 | 1.533790 | 0.813180 | -1.278855 | -0.433304 |
| 991 | -0.939040 | -0.286541 | 0.773157 | 1.604770 | -0.124797 | 1.328431 | 1.181271 | -0.801707 | -0.505456 | 1.394802 | 1.403504 |
| 992 | -0.991449 | -1.076754 | -0.485240 | 1.440239 | -0.671356 | 1.039715 | -1.602557 | 1.626842 | 1.672170 | 1.157926 | 0.651056 |
| 993 | -0.338998 | -0.775177 | -0.918950 | -0.342896 | -0.629281 | -0.619510 | 0.676036 | -1.014074 | 0.767411 | 0.256199 | 0.507428 |
| 994 | -0.621517 | -1.235335 | -0.780156 | -1.572292 | -0.924072 | -0.929489 | 0.630376 | -0.336870 | 0.262345 | -0.218666 | -0.706129 |
| 995 | -1.076263 | -1.152052 | -1.029224 | -1.403857 | -0.769279 | -0.146821 | -1.159414 | -0.805102 | 1.453137 | -0.005665 | -0.371922 |
| 996 | -0.762108 | -1.592824 | -1.127128 | -0.178239 | -0.515674 | 1.098000 | -1.413517 | -0.217172 | -1.134241 | -1.457306 | 0.021494 |
| 997 | -0.798345 | -0.617378 | 0.530266 | 1.073621 | -0.191371 | -0.824963 | 0.814680 | 1.087503 | -0.503277 | -1.484234 | 1.125683 |
| 998 | 0.493985 | 1.257040 | 0.532908 | -0.845517 | 0.641986 | -0.478111 | 0.205339 | -0.382842 | -1.265822 | 1.666419 | -2.086017 |
| 999 | -1.543365 | -1.711140 | -1.544485 | 0.555247 | -1.181932 | -1.077977 | -0.450332 | -0.264018 | 0.996544 | -0.345640 | 0.433111 |